Case Studies

A selection of production AI engagements I’ve led.

Reducing Manual Work by 80%: AI Data Classification in Mining

Client: Top-three global management consultancy. Industry: Mining intelligence.

Built a production-grade AI classification platform from scratch — multilingual data handling, 94% accuracy across 129 cost categories and ~160 equipment delay types, human-in-the-loop review. Days of manual classification cut to minutes.

Replacing Manual PDF Extraction with Agentic AI: 80% Reduction, Two Weeks to Production

Client: Top-three global management consultancy. Industry: Mining intelligence.

Replaced manual PDF data extraction with an agentic AI system embedded in analysts' tools. 80% reduction in manual gathering. Two weeks to production.

Modernizing a Legacy Analytics Stack with AI: From 2 Years to 6 Months

Client: Top-three global management consultancy. Industry: Mining intelligence.

AI-accelerated migration of 1,700 SQL stored procedures and 800 C# calculations to Microsoft Fabric. Complexity-tier partitioning + tier-specific automation. 6 months versus a 2+ year manual estimate.

Legal OS for Startups: From Foundation to AI Layer

Client: Legal SaaS platform backed by a tier-1 UK law firm. Industry: Legal tech, SaaS.

A SaaS platform covering incorporation, fundraising, cap tables, employment, and compliance for early-stage startups. AI-accelerated document onboarding on Azure AI Foundry — 80%+ faster.

5G Edge Livestreaming for Live Sports

Client: US-based 5G acceleration tech startup. Industry: 5G, live video, edge computing.

Sub-200ms live sports streaming on AWS Wavelength — 4× lower latency than traditional internet streaming. NBA, NFL, NHL broadcasts via T-Mobile, Verizon, and Comcast.